Double-spend attacks represent a significant threat to the integrity and security of blockchain networks like Bitcoin. These attacks exploit the inherent nature of decentralized systems by seeking to expend the same digital asset multiple times. To effectively mitigate this vulnerability, various cryptographic and protocol-level mechanisms have bee